Overview
Brought to you by YData
Dataset statistics
| Number of variables | 42 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 535.5 KiB |
| Average record size in memory | 548.3 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 26 |
flag has constant value "SF" | Constant |
land has constant value "0" | Constant |
wrong_fragment has constant value "0" | Constant |
urgent has constant value "0" | Constant |
num_failed_logins has constant value "0" | Constant |
su_attempted has constant value "0" | Constant |
num_root has constant value "0" | Constant |
num_shells has constant value "0" | Constant |
num_outbound_cmds has constant value "0" | Constant |
is_host_login has constant value "0" | Constant |
rerror_rate has constant value "0.0" | Constant |
srv_rerror_rate has constant value "0.0" | Constant |
dst_host_rerror_rate has constant value "0.0" | Constant |
dst_host_srv_rerror_rate has constant value "0.0" | Constant |
count is highly overall correlated with dst_host_diff_srv_rate and 2 other fields | High correlation |
diff_srv_rate is highly overall correlated with same_srv_rate | High correlation |
dst_host_count is highly overall correlated with dst_host_same_src_port_rate and 1 other fields | High correlation |
dst_host_diff_srv_rate is highly overall correlated with count and 3 other fields | High correlation |
dst_host_same_src_port_rate is highly overall correlated with dst_host_count and 3 other fields | High correlation |
dst_host_same_srv_rate is highly overall correlated with count and 3 other fields | High correlation |
dst_host_srv_count is highly overall correlated with dst_host_diff_srv_rate and 2 other fields | High correlation |
dst_host_srv_diff_host_rate is highly overall correlated with dst_host_count and 5 other fields | High correlation |
dst_host_srv_serror_rate is highly overall correlated with duration and 1 other fields | High correlation |
duration is highly overall correlated with dst_host_srv_serror_rate and 5 other fields | High correlation |
hot is highly overall correlated with duration and 1 other fields | High correlation |
is_guest_login is highly overall correlated with hot and 1 other fields | High correlation |
logged_in is highly overall correlated with dst_host_same_src_port_rate and 4 other fields | High correlation |
num_access_files is highly overall correlated with dst_host_diff_srv_rate | High correlation |
num_compromised is highly overall correlated with dst_host_srv_diff_host_rate and 5 other fields | High correlation |
num_file_creations is highly overall correlated with dst_host_srv_diff_host_rate and 6 other fields | High correlation |
outcome is highly overall correlated with dst_host_srv_diff_host_rate and 5 other fields | High correlation |
protocol_type is highly overall correlated with dst_host_same_src_port_rate and 2 other fields | High correlation |
root_shell is highly overall correlated with dst_host_srv_diff_host_rate and 5 other fields | High correlation |
same_srv_rate is highly overall correlated with diff_srv_rate | High correlation |
serror_rate is highly overall correlated with srv_serror_rate | High correlation |
service is highly overall correlated with is_guest_login and 6 other fields | High correlation |
srv_count is highly overall correlated with count | High correlation |
srv_serror_rate is highly overall correlated with serror_rate | High correlation |
protocol_type is highly imbalanced (79.2%) | Imbalance |
service is highly imbalanced (68.6%) | Imbalance |
logged_in is highly imbalanced (67.7%) | Imbalance |
num_compromised is highly imbalanced (97.9%) | Imbalance |
root_shell is highly imbalanced (97.1%) | Imbalance |
num_file_creations is highly imbalanced (98.0%) | Imbalance |
num_access_files is highly imbalanced (98.9%) | Imbalance |
is_guest_login is highly imbalanced (90.0%) | Imbalance |
same_srv_rate is highly imbalanced (98.0%) | Imbalance |
diff_srv_rate is highly imbalanced (98.0%) | Imbalance |
dst_host_srv_serror_rate is highly imbalanced (80.7%) | Imbalance |
outcome is highly imbalanced (97.9%) | Imbalance |
duration has 960 (96.0%) zeros | Zeros |
dst_bytes has 37 (3.7%) zeros | Zeros |
hot has 982 (98.2%) zeros | Zeros |
serror_rate has 993 (99.3%) zeros | Zeros |
srv_serror_rate has 992 (99.2%) zeros | Zeros |
srv_diff_host_rate has 678 (67.8%) zeros | Zeros |
dst_host_diff_srv_rate has 859 (85.9%) zeros | Zeros |
dst_host_same_src_port_rate has 303 (30.3%) zeros | Zeros |
dst_host_srv_diff_host_rate has 380 (38.0%) zeros | Zeros |
dst_host_serror_rate has 951 (95.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-21 16:34:47.683948 |
|---|---|
| Analysis finished | 2024-10-21 16:35:44.993091 |
| Duration | 57.31 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
duration
Real number (ℝ)
High correlation Zeros
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.307 |
| Minimum | 0 |
|---|---|
| Maximum | 305 |
| Zeros | 960 |
| Zeros (%) | 96.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 305 |
| Range | 305 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 14.719763 |
|---|---|
| Coefficient of variation (CV) | 11.262252 |
| Kurtosis | 298.1204 |
| Mean | 1.307 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.508156 |
| Sum | 1307 |
| Variance | 216.67142 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 960 | |
| 1 | 17 | 1.7% |
| 27 | 4 | 0.4% |
| 20 | 3 | 0.3% |
| 26 | 2 | 0.2% |
| 23 | 2 | 0.2% |
| 79 | 1 | 0.1% |
| 102 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| Other values (8) | 8 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 960 | |
| 1 | 17 | 1.7% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 20 | 3 | 0.3% |
| 21 | 1 | 0.1% |
| 23 | 2 | 0.2% |
| 25 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 305 | 1 | 0.1% |
| 257 | 1 | 0.1% |
| 184 | 1 | 0.1% |
| 102 | 1 | 0.1% |
| 79 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 27 | 4 | |
| 26 | 2 | |
| 25 | 1 | 0.1% |
| 23 | 2 |
protocol_type
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| tcp | |
|---|---|
| udp | 36 |
| icmp | 14 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.014 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | tcp |
|---|---|
| 2nd row | tcp |
| 3rd row | tcp |
| 4th row | tcp |
| 5th row | tcp |
Common Values
| Value | Count | Frequency (%) |
| tcp | 950 | |
| udp | 36 | 3.6% |
| icmp | 14 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 950 | |
| udp | 36 | 3.6% |
| icmp | 14 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 1000 | |
| c | 964 | |
| t | 950 | |
| u | 36 | 1.2% |
| d | 36 | 1.2% |
| i | 14 | 0.5% |
| m | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3014 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| p | 1000 | |
| c | 964 | |
| t | 950 | |
| u | 36 | 1.2% |
| d | 36 | 1.2% |
| i | 14 | 0.5% |
| m | 14 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3014 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| p | 1000 | |
| c | 964 | |
| t | 950 | |
| u | 36 | 1.2% |
| d | 36 | 1.2% |
| i | 14 | 0.5% |
| m | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3014 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| p | 1000 | |
| c | 964 | |
| t | 950 | |
| u | 36 | 1.2% |
| d | 36 | 1.2% |
| i | 14 | 0.5% |
| m | 14 | 0.5% |
service
Categorical
High correlation Imbalance
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 59.8 KiB |
| http | |
|---|---|
| smtp | |
| domain_u | 29 |
| ftp | 13 |
| ecr_i | 10 |
| Other values (5) | 27 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.148 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | http |
|---|---|
| 2nd row | http |
| 3rd row | http |
| 4th row | http |
| 5th row | http |
Common Values
| Value | Count | Frequency (%) |
| http | 827 | |
| smtp | 94 | 9.4% |
| domain_u | 29 | 2.9% |
| ftp | 13 | 1.3% |
| ecr_i | 10 | 1.0% |
| finger | 8 | 0.8% |
| ntp_u | 7 | 0.7% |
| auth | 4 | 0.4% |
| telnet | 4 | 0.4% |
| eco_i | 4 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| http | 827 | |
| smtp | 94 | 9.4% |
| domain_u | 29 | 2.9% |
| ftp | 13 | 1.3% |
| ecr_i | 10 | 1.0% |
| finger | 8 | 0.8% |
| ntp_u | 7 | 0.7% |
| auth | 4 | 0.4% |
| telnet | 4 | 0.4% |
| eco_i | 4 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1780 | |
| p | 941 | |
| h | 831 | |
| m | 123 | 3.0% |
| s | 94 | 2.3% |
| i | 51 | 1.2% |
| _ | 50 | 1.2% |
| n | 48 | 1.2% |
| u | 40 | 1.0% |
| a | 33 | 0.8% |
| Other values (8) | 157 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4148 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 1780 | |
| p | 941 | |
| h | 831 | |
| m | 123 | 3.0% |
| s | 94 | 2.3% |
| i | 51 | 1.2% |
| _ | 50 | 1.2% |
| n | 48 | 1.2% |
| u | 40 | 1.0% |
| a | 33 | 0.8% |
| Other values (8) | 157 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4148 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 1780 | |
| p | 941 | |
| h | 831 | |
| m | 123 | 3.0% |
| s | 94 | 2.3% |
| i | 51 | 1.2% |
| _ | 50 | 1.2% |
| n | 48 | 1.2% |
| u | 40 | 1.0% |
| a | 33 | 0.8% |
| Other values (8) | 157 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4148 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 1780 | |
| p | 941 | |
| h | 831 | |
| m | 123 | 3.0% |
| s | 94 | 2.3% |
| i | 51 | 1.2% |
| _ | 50 | 1.2% |
| n | 48 | 1.2% |
| u | 40 | 1.0% |
| a | 33 | 0.8% |
| Other values (8) | 157 | 3.8% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SF |
|---|---|
| 2nd row | SF |
| 3rd row | SF |
| 4th row | SF |
| 5th row | SF |
Common Values
| Value | Count | Frequency (%) |
| SF | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sf | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1000 | |
| F | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| F | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| F | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| F | 1000 |
src_bytes
Real number (ℝ)
| Distinct | 310 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 420.11 |
| Minimum | 0 |
|---|---|
| Maximum | 19721 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 212 |
| median | 240 |
| Q3 | 309 |
| 95-th percentile | 1411.2 |
| Maximum | 19721 |
| Range | 19721 |
| Interquartile range (IQR) | 97 |
Descriptive statistics
| Standard deviation | 1067.7281 |
|---|---|
| Coefficient of variation (CV) | 2.541544 |
| Kurtosis | 196.49988 |
| Mean | 420.11 |
| Median Absolute Deviation (MAD) | 49 |
| Skewness | 12.849616 |
| Sum | 420110 |
| Variance | 1140043.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 216 | 19 | 1.9% |
| 30 | 18 | 1.8% |
| 212 | 18 | 1.8% |
| 309 | 15 | 1.5% |
| 317 | 14 | 1.4% |
| 228 | 12 | 1.2% |
| 231 | 12 | 1.2% |
| 219 | 12 | 1.2% |
| 239 | 12 | 1.2% |
| 308 | 11 | 1.1% |
| Other values (300) | 857 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 2 | 0.2% |
| 9 | 6 | 0.6% |
| 10 | 2 | 0.2% |
| 29 | 3 | 0.3% |
| 30 | 18 | |
| 31 | 4 | 0.4% |
| 32 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 19721 | 1 | |
| 15744 | 1 | |
| 15726 | 1 | |
| 9640 | 1 | |
| 5519 | 1 | |
| 4031 | 1 | |
| 3714 | 1 | |
| 3591 | 1 | |
| 3574 | 1 | |
| 3366 | 1 |
dst_bytes
Real number (ℝ)
Zeros
| Distinct | 557 |
|---|---|
| Distinct (%) | 55.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4283.105 |
| Minimum | 0 |
|---|---|
| Maximum | 125015 |
| Zeros | 37 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 48 |
| Q1 | 471.75 |
| median | 1485.5 |
| Q3 | 3698.25 |
| 95-th percentile | 17608.55 |
| Maximum | 125015 |
| Range | 125015 |
| Interquartile range (IQR) | 3226.5 |
Descriptive statistics
| Standard deviation | 9215.6401 |
|---|---|
| Coefficient of variation (CV) | 2.151626 |
| Kurtosis | 52.234493 |
| Mean | 4283.105 |
| Median Absolute Deviation (MAD) | 1148.5 |
| Skewness | 6.0642383 |
| Sum | 4283105 |
| Variance | 84928023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 37 | 3.7% |
| 316 | 10 | 1.0% |
| 757 | 10 | 1.0% |
| 944 | 9 | 0.9% |
| 891 | 9 | 0.9% |
| 1680 | 7 | 0.7% |
| 48 | 7 | 0.7% |
| 1046 | 7 | 0.7% |
| 1819 | 7 | 0.7% |
| 12884 | 7 | 0.7% |
| Other values (547) | 890 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 32 | 2 | 0.2% |
| 35 | 1 | 0.1% |
| 36 | 2 | 0.2% |
| 37 | 1 | 0.1% |
| 39 | 1 | 0.1% |
| 41 | 1 | 0.1% |
| 48 | 7 | 0.7% |
| 75 | 1 | 0.1% |
| 95 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 125015 | 1 | 0.1% |
| 81172 | 1 | 0.1% |
| 80476 | 1 | 0.1% |
| 74810 | 2 | |
| 74301 | 1 | 0.1% |
| 61480 | 2 | |
| 43129 | 3 | |
| 42747 | 1 | 0.1% |
| 39873 | 1 | 0.1% |
| 38125 | 1 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
wrong_fragment
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
hot
Real number (ℝ)
High correlation Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.188 |
| Minimum | 0 |
|---|---|
| Maximum | 30 |
| Zeros | 982 |
| Zeros (%) | 98.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 30 |
| Range | 30 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.8969065 |
|---|---|
| Coefficient of variation (CV) | 10.089928 |
| Kurtosis | 168.42578 |
| Mean | 0.188 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.470957 |
| Sum | 188 |
| Variance | 3.5982543 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 982 | |
| 1 | 3 | 0.3% |
| 4 | 3 | 0.3% |
| 6 | 3 | 0.3% |
| 3 | 2 | 0.2% |
| 30 | 2 | 0.2% |
| 14 | 2 | 0.2% |
| 19 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 982 | |
| 1 | 3 | 0.3% |
| 3 | 2 | 0.2% |
| 4 | 3 | 0.3% |
| 6 | 3 | 0.3% |
| 14 | 2 | 0.2% |
| 18 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 30 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 30 | 2 | 0.2% |
| 24 | 1 | 0.1% |
| 19 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| 14 | 2 | 0.2% |
| 6 | 3 | 0.3% |
| 4 | 3 | 0.3% |
| 3 | 2 | 0.2% |
| 1 | 3 | 0.3% |
| 0 | 982 |
num_failed_logins
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
logged_in
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 1 | |
|---|---|
| 0 | 59 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 941 | |
| 0 | 59 | 5.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 941 | |
| 0 | 59 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 941 | |
| 0 | 59 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 941 | |
| 0 | 59 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 941 | |
| 0 | 59 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 941 | |
| 0 | 59 | 5.9% |
num_compromised
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 2 | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 2 | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 2 | 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 2 | 2 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 2 | 2 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 998 | |
| 2 | 2 | 0.2% |
root_shell
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 3 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 3 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 3 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 3 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 3 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 3 | 0.3% |
su_attempted
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
num_file_creations
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 | 2 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 997 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
num_access_files
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 999 | |
| 1 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 999 | |
| 1 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 999 | |
| 1 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 999 | |
| 1 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 999 | |
| 1 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 999 | |
| 1 | 1 | 0.1% |
num_outbound_cmds
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
is_host_login
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1000 |
is_guest_login
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 0 | |
|---|---|
| 1 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 13 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 13 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 13 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 13 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 13 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 987 | |
| 1 | 13 | 1.3% |
count
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.544 |
| Minimum | 1 |
|---|---|
| Maximum | 41 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 5 |
| Q3 | 10.25 |
| 95-th percentile | 26 |
| Maximum | 41 |
| Range | 40 |
| Interquartile range (IQR) | 9.25 |
Descriptive statistics
| Standard deviation | 8.1659504 |
|---|---|
| Coefficient of variation (CV) | 1.0824431 |
| Kurtosis | 3.0445334 |
| Mean | 7.544 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.7791961 |
| Sum | 7544 |
| Variance | 66.682747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 1 | 265 | |
| 2 | 93 | 9.3% |
| 3 | 72 | 7.2% |
| 4 | 68 | 6.8% |
| 6 | 51 | 5.1% |
| 5 | 46 | 4.6% |
| 7 | 45 | 4.5% |
| 8 | 45 | 4.5% |
| 11 | 35 | 3.5% |
| 10 | 33 | 3.3% |
| Other values (30) | 247 |
| Value | Count | Frequency (%) |
| 1 | 265 | |
| 2 | 93 | 9.3% |
| 3 | 72 | 7.2% |
| 4 | 68 | 6.8% |
| 5 | 46 | 4.6% |
| 6 | 51 | 5.1% |
| 7 | 45 | 4.5% |
| 8 | 45 | 4.5% |
| 9 | 32 | 3.2% |
| 10 | 33 | 3.3% |
| Value | Count | Frequency (%) |
| 41 | 2 | 0.2% |
| 39 | 3 | |
| 38 | 1 | 0.1% |
| 37 | 5 | |
| 36 | 4 | |
| 35 | 3 | |
| 34 | 6 | |
| 33 | 1 | 0.1% |
| 32 | 3 | |
| 31 | 5 |
srv_count
Real number (ℝ)
High correlation
| Distinct | 46 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.319 |
| Minimum | 1 |
|---|---|
| Maximum | 57 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 6 |
| Q3 | 13 |
| 95-th percentile | 30 |
| Maximum | 57 |
| Range | 56 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 9.4488369 |
|---|---|
| Coefficient of variation (CV) | 1.0139325 |
| Kurtosis | 2.6815563 |
| Mean | 9.319 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.6302684 |
| Sum | 9319 |
| Variance | 89.28052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 1 | 189 | |
| 2 | 93 | 9.3% |
| 3 | 66 | 6.6% |
| 4 | 62 | 6.2% |
| 6 | 54 | 5.4% |
| 5 | 50 | 5.0% |
| 7 | 49 | 4.9% |
| 8 | 49 | 4.9% |
| 11 | 38 | 3.8% |
| 9 | 31 | 3.1% |
| Other values (36) | 319 |
| Value | Count | Frequency (%) |
| 1 | 189 | |
| 2 | 93 | |
| 3 | 66 | 6.6% |
| 4 | 62 | 6.2% |
| 5 | 50 | 5.0% |
| 6 | 54 | 5.4% |
| 7 | 49 | 4.9% |
| 8 | 49 | 4.9% |
| 9 | 31 | 3.1% |
| 10 | 30 | 3.0% |
| Value | Count | Frequency (%) |
| 57 | 1 | 0.1% |
| 55 | 1 | 0.1% |
| 50 | 1 | 0.1% |
| 48 | 1 | 0.1% |
| 42 | 4 | |
| 41 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 39 | 3 | |
| 38 | 2 | |
| 37 | 4 |
serror_rate
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00069 |
| Minimum | 0 |
|---|---|
| Maximum | 0.25 |
| Zeros | 993 |
| Zeros (%) | 99.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.25 |
| Range | 0.25 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.010494476 |
|---|---|
| Coefficient of variation (CV) | 15.209386 |
| Kurtosis | 399.15936 |
| Mean | 0.00069 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.069925 |
| Sum | 0.69 |
| Variance | 0.00011013403 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 993 | |
| 0.03 | 2 | 0.2% |
| 0.25 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.17 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 993 | |
| 0.03 | 2 | 0.2% |
| 0.04 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.17 | 1 | 0.1% |
| 0.25 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.25 | 1 | 0.1% |
| 0.17 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| 0.03 | 2 | 0.2% |
| 0 | 993 |
srv_serror_rate
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00072 |
| Minimum | 0 |
|---|---|
| Maximum | 0.25 |
| Zeros | 992 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.25 |
| Range | 0.25 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.010535302 |
|---|---|
| Coefficient of variation (CV) | 14.632364 |
| Kurtosis | 392.80623 |
| Mean | 0.00072 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.862125 |
| Sum | 0.72 |
| Variance | 0.00011099259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 992 | |
| 0.03 | 3 | 0.3% |
| 0.25 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.17 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 992 | |
| 0.03 | 3 | 0.3% |
| 0.04 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.17 | 1 | 0.1% |
| 0.25 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.25 | 1 | 0.1% |
| 0.17 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.06 | 1 | 0.1% |
| 0.04 | 1 | 0.1% |
| 0.03 | 3 | 0.3% |
| 0 | 992 |
rerror_rate
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
srv_rerror_rate
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
same_srv_rate
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 1.0 | |
|---|---|
| 0.5 | 2 |
| 0.33 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.001 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 997 | |
| 0.5 | 2 | 0.2% |
| 0.33 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 997 | |
| 0.5 | 2 | 0.2% |
| 0.33 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 1000 | |
| 0 | 1000 | |
| 1 | 997 | |
| 5 | 2 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3001 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 1000 | |
| 0 | 1000 | |
| 1 | 997 | |
| 5 | 2 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3001 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 1000 | |
| 0 | 1000 | |
| 1 | 997 | |
| 5 | 2 | 0.1% |
| 3 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3001 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 1000 | |
| 0 | 1000 | |
| 1 | 997 | |
| 5 | 2 | 0.1% |
| 3 | 2 | 0.1% |
diff_srv_rate
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 2 |
| 0.67 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.001 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 997 | |
| 1.0 | 2 | 0.2% |
| 0.67 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 997 | |
| 1.0 | 2 | 0.2% |
| 0.67 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| . | 1000 | |
| 1 | 2 | 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3001 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| . | 1000 | |
| 1 | 2 | 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3001 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| . | 1000 | |
| 1 | 2 | 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3001 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| . | 1000 | |
| 1 | 2 | 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
srv_diff_host_rate
Real number (ℝ)
Zeros
| Distinct | 36 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12016 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 678 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.12 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.12 |
Descriptive statistics
| Standard deviation | 0.25590401 |
|---|---|
| Coefficient of variation (CV) | 2.1296938 |
| Kurtosis | 5.6436977 |
| Mean | 0.12016 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5560753 |
| Sum | 120.16 |
| Variance | 0.065486861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 57 | 5.7% |
| 0.2 | 15 | 1.5% |
| 0.12 | 15 | 1.5% |
| 0.18 | 15 | 1.5% |
| 0.4 | 15 | 1.5% |
| 0.25 | 14 | 1.4% |
| 0.14 | 14 | 1.4% |
| 0.22 | 14 | 1.4% |
| 0.33 | 13 | 1.3% |
| Other values (26) | 150 | 15.0% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 0.05 | 4 | 0.4% |
| 0.06 | 8 | 0.8% |
| 0.07 | 13 | 1.3% |
| 0.08 | 9 | 0.9% |
| 0.09 | 7 | 0.7% |
| 0.1 | 12 | 1.2% |
| 0.11 | 12 | 1.2% |
| 0.12 | 15 | 1.5% |
| 0.13 | 8 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 57 | |
| 0.75 | 6 | 0.6% |
| 0.67 | 10 | 1.0% |
| 0.62 | 1 | 0.1% |
| 0.6 | 3 | 0.3% |
| 0.57 | 1 | 0.1% |
| 0.55 | 1 | 0.1% |
| 0.5 | 11 | 1.1% |
| 0.43 | 3 | 0.3% |
| 0.4 | 15 | 1.5% |
dst_host_count
Real number (ℝ)
High correlation
| Distinct | 180 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112.16 |
| Minimum | 1 |
|---|---|
| Maximum | 255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 21 |
| median | 66 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 254 |
| Interquartile range (IQR) | 234 |
Descriptive statistics
| Standard deviation | 101.69263 |
|---|---|
| Coefficient of variation (CV) | 0.9066747 |
| Kurtosis | -1.5152501 |
| Mean | 112.16 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | 0.46806664 |
| Sum | 112160 |
| Variance | 10341.392 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 255 | 276 | |
| 1 | 22 | 2.2% |
| 2 | 18 | 1.8% |
| 4 | 15 | 1.5% |
| 8 | 14 | 1.4% |
| 11 | 14 | 1.4% |
| 6 | 14 | 1.4% |
| 10 | 13 | 1.3% |
| 12 | 13 | 1.3% |
| 22 | 13 | 1.3% |
| Other values (170) | 588 |
| Value | Count | Frequency (%) |
| 1 | 22 | |
| 2 | 18 | |
| 3 | 12 | |
| 4 | 15 | |
| 5 | 11 | |
| 6 | 14 | |
| 7 | 12 | |
| 8 | 14 | |
| 9 | 10 | |
| 10 | 13 |
| Value | Count | Frequency (%) |
| 255 | 276 | |
| 254 | 1 | 0.1% |
| 252 | 2 | 0.2% |
| 251 | 1 | 0.1% |
| 246 | 2 | 0.2% |
| 244 | 1 | 0.1% |
| 242 | 2 | 0.2% |
| 241 | 1 | 0.1% |
| 236 | 2 | 0.2% |
| 234 | 1 | 0.1% |
dst_host_srv_count
Real number (ℝ)
High correlation
| Distinct | 151 |
|---|---|
| Distinct (%) | 15.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 208.097 |
| Minimum | 1 |
|---|---|
| Maximum | 255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 23.85 |
| Q1 | 182 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 254 |
| Interquartile range (IQR) | 73 |
Descriptive statistics
| Standard deviation | 81.204789 |
|---|---|
| Coefficient of variation (CV) | 0.39022566 |
| Kurtosis | 0.45726379 |
| Mean | 208.097 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.4354651 |
| Sum | 208097 |
| Variance | 6594.2178 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 255 | 699 | |
| 15 | 7 | 0.7% |
| 156 | 7 | 0.7% |
| 187 | 6 | 0.6% |
| 17 | 5 | 0.5% |
| 157 | 5 | 0.5% |
| 177 | 5 | 0.5% |
| 47 | 5 | 0.5% |
| 182 | 5 | 0.5% |
| 36 | 4 | 0.4% |
| Other values (141) | 252 | 25.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 3 | |
| 3 | 3 | |
| 4 | 2 | |
| 5 | 3 | |
| 6 | 1 | 0.1% |
| 7 | 3 | |
| 8 | 1 | 0.1% |
| 9 | 2 | |
| 10 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 255 | 699 | |
| 249 | 1 | 0.1% |
| 247 | 2 | 0.2% |
| 246 | 1 | 0.1% |
| 239 | 1 | 0.1% |
| 237 | 2 | 0.2% |
| 236 | 1 | 0.1% |
| 229 | 1 | 0.1% |
| 227 | 3 | 0.3% |
| 226 | 1 | 0.1% |
dst_host_same_srv_rate
Real number (ℝ)
High correlation
| Distinct | 67 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.94426 |
| Minimum | 0.06 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.06 |
|---|---|
| 5-th percentile | 0.5795 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.94 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.16903024 |
|---|---|
| Coefficient of variation (CV) | 0.17900816 |
| Kurtosis | 11.364583 |
| Mean | 0.94426 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.4167015 |
| Sum | 944.26 |
| Variance | 0.028571224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 859 | |
| 0.8 | 6 | 0.6% |
| 0.67 | 5 | 0.5% |
| 0.5 | 5 | 0.5% |
| 0.68 | 5 | 0.5% |
| 0.22 | 5 | 0.5% |
| 0.64 | 5 | 0.5% |
| 0.86 | 4 | 0.4% |
| 0.69 | 4 | 0.4% |
| 0.93 | 4 | 0.4% |
| Other values (57) | 98 | 9.8% |
| Value | Count | Frequency (%) |
| 0.06 | 1 | 0.1% |
| 0.09 | 1 | 0.1% |
| 0.1 | 1 | 0.1% |
| 0.11 | 1 | 0.1% |
| 0.13 | 1 | 0.1% |
| 0.14 | 3 | |
| 0.15 | 3 | |
| 0.17 | 2 | |
| 0.18 | 2 | |
| 0.2 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 859 | |
| 0.99 | 2 | 0.2% |
| 0.97 | 1 | 0.1% |
| 0.96 | 1 | 0.1% |
| 0.95 | 3 | 0.3% |
| 0.94 | 4 | 0.4% |
| 0.93 | 4 | 0.4% |
| 0.92 | 2 | 0.2% |
| 0.91 | 1 | 0.1% |
| 0.9 | 2 | 0.2% |
dst_host_diff_srv_rate
Real number (ℝ)
High correlation Zeros
| Distinct | 31 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01863 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 859 |
| Zeros (%) | 85.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.11 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.071235508 |
|---|---|
| Coefficient of variation (CV) | 3.8236988 |
| Kurtosis | 71.304693 |
| Mean | 0.01863 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.307053 |
| Sum | 18.63 |
| Variance | 0.0050744976 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 0 | 859 | |
| 0.04 | 15 | 1.5% |
| 0.05 | 13 | 1.3% |
| 0.06 | 12 | 1.2% |
| 0.07 | 11 | 1.1% |
| 0.09 | 11 | 1.1% |
| 0.11 | 11 | 1.1% |
| 0.08 | 9 | 0.9% |
| 0.15 | 7 | 0.7% |
| 0.1 | 6 | 0.6% |
| Other values (21) | 46 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 859 | |
| 0.02 | 3 | 0.3% |
| 0.03 | 4 | 0.4% |
| 0.04 | 15 | 1.5% |
| 0.05 | 13 | 1.3% |
| 0.06 | 12 | 1.2% |
| 0.07 | 11 | 1.1% |
| 0.08 | 9 | 0.9% |
| 0.09 | 11 | 1.1% |
| 0.1 | 6 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 0.75 | 2 | |
| 0.67 | 1 | 0.1% |
| 0.5 | 2 | |
| 0.4 | 2 | |
| 0.36 | 1 | 0.1% |
| 0.33 | 2 | |
| 0.3 | 1 | 0.1% |
| 0.29 | 1 | 0.1% |
| 0.25 | 3 |
dst_host_same_src_port_rate
Real number (ℝ)
High correlation Zeros
| Distinct | 34 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09589 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 303 |
| Zeros (%) | 30.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.02 |
| Q3 | 0.06 |
| 95-th percentile | 0.701 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.22323943 |
|---|---|
| Coefficient of variation (CV) | 2.3280783 |
| Kurtosis | 10.067192 |
| Mean | 0.09589 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 3.2937819 |
| Sum | 95.89 |
| Variance | 0.049835844 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 0 | 303 | |
| 0.01 | 177 | |
| 0.02 | 104 | 10.4% |
| 0.03 | 71 | 7.1% |
| 1 | 44 | 4.4% |
| 0.04 | 42 | 4.2% |
| 0.05 | 38 | 3.8% |
| 0.06 | 29 | 2.9% |
| 0.08 | 25 | 2.5% |
| 0.5 | 18 | 1.8% |
| Other values (24) | 149 |
| Value | Count | Frequency (%) |
| 0 | 303 | |
| 0.01 | 177 | |
| 0.02 | 104 | 10.4% |
| 0.03 | 71 | 7.1% |
| 0.04 | 42 | 4.2% |
| 0.05 | 38 | 3.8% |
| 0.06 | 29 | 2.9% |
| 0.07 | 15 | 1.5% |
| 0.08 | 25 | 2.5% |
| 0.09 | 13 | 1.3% |
| Value | Count | Frequency (%) |
| 1 | 44 | |
| 0.99 | 2 | 0.2% |
| 0.79 | 1 | 0.1% |
| 0.75 | 1 | 0.1% |
| 0.73 | 1 | 0.1% |
| 0.72 | 1 | 0.1% |
| 0.7 | 1 | 0.1% |
| 0.64 | 1 | 0.1% |
| 0.57 | 1 | 0.1% |
| 0.5 | 18 |
dst_host_srv_diff_host_rate
Real number (ℝ)
High correlation Zeros
| Distinct | 23 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0259 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 380 |
| Zeros (%) | 38.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.02 |
| Q3 | 0.04 |
| 95-th percentile | 0.07 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.04 |
Descriptive statistics
| Standard deviation | 0.052367283 |
|---|---|
| Coefficient of variation (CV) | 2.0219028 |
| Kurtosis | 155.70878 |
| Mean | 0.0259 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | 10.430138 |
| Sum | 25.9 |
| Variance | 0.0027423323 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 380 | |
| 0.02 | 171 | |
| 0.04 | 138 | 13.8% |
| 0.03 | 114 | 11.4% |
| 0.05 | 79 | 7.9% |
| 0.01 | 51 | 5.1% |
| 0.06 | 16 | 1.6% |
| 0.09 | 12 | 1.2% |
| 0.08 | 10 | 1.0% |
| 0.07 | 6 | 0.6% |
| Other values (13) | 23 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 380 | |
| 0.01 | 51 | 5.1% |
| 0.02 | 171 | |
| 0.03 | 114 | 11.4% |
| 0.04 | 138 | 13.8% |
| 0.05 | 79 | 7.9% |
| 0.06 | 16 | 1.6% |
| 0.07 | 6 | 0.6% |
| 0.08 | 10 | 1.0% |
| 0.09 | 12 | 1.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.5 | 1 | 0.1% |
| 0.4 | 2 | |
| 0.33 | 1 | 0.1% |
| 0.31 | 1 | 0.1% |
| 0.29 | 1 | 0.1% |
| 0.18 | 2 | |
| 0.17 | 2 | |
| 0.13 | 3 |
dst_host_serror_rate
Real number (ℝ)
Zeros
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00101 |
| Minimum | 0 |
|---|---|
| Maximum | 0.1 |
| Zeros | 951 |
| Zeros (%) | 95.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 0.1 |
| Range | 0.1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0060594238 |
|---|---|
| Coefficient of variation (CV) | 5.9994295 |
| Kurtosis | 106.7839 |
| Mean | 0.00101 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.2006124 |
| Sum | 1.01 |
| Variance | 3.6716617 × 10-5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 951 | |
| 0.01 | 32 | 3.2% |
| 0.03 | 6 | 0.6% |
| 0.02 | 3 | 0.3% |
| 0.05 | 3 | 0.3% |
| 0.06 | 2 | 0.2% |
| 0.04 | 2 | 0.2% |
| 0.1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 951 | |
| 0.01 | 32 | 3.2% |
| 0.02 | 3 | 0.3% |
| 0.03 | 6 | 0.6% |
| 0.04 | 2 | 0.2% |
| 0.05 | 3 | 0.3% |
| 0.06 | 2 | 0.2% |
| 0.1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.1 | 1 | 0.1% |
| 0.06 | 2 | 0.2% |
| 0.05 | 3 | 0.3% |
| 0.04 | 2 | 0.2% |
| 0.03 | 6 | 0.6% |
| 0.02 | 3 | 0.3% |
| 0.01 | 32 | 3.2% |
| 0 | 951 |
dst_host_srv_serror_rate
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.8 KiB |
| 0.0 | |
|---|---|
| 0.01 | 52 |
| 0.13 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.053 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 947 | |
| 0.01 | 52 | 5.2% |
| 0.13 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 947 | |
| 0.01 | 52 | 5.2% |
| 0.13 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1999 | |
| . | 1000 | |
| 1 | 53 | 1.7% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1999 | |
| . | 1000 | |
| 1 | 53 | 1.7% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1999 | |
| . | 1000 | |
| 1 | 53 | 1.7% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1999 | |
| . | 1000 | |
| 1 | 53 | 1.7% |
| 3 | 1 | < 0.1% |
dst_host_rerror_rate
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
dst_host_srv_rerror_rate
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 58.7 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2000 | |
| . | 1000 |
outcome
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.6 KiB |
| normal. | |
|---|---|
| buffer_overflow. | 2 |
Length
| Max length | 16 |
|---|---|
| Median length | 7 |
| Mean length | 7.018 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | normal. |
|---|---|
| 2nd row | normal. |
| 3rd row | normal. |
| 4th row | normal. |
| 5th row | normal. |
Common Values
| Value | Count | Frequency (%) |
| normal. | 998 | |
| buffer_overflow. | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 998 | |
| buffer_overflow | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1002 | |
| r | 1002 | |
| l | 1000 | |
| . | 1000 | |
| m | 998 | |
| n | 998 | |
| a | 998 | |
| f | 6 | 0.1% |
| e | 4 | 0.1% |
| b | 2 | < 0.1% |
| Other values (4) | 8 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7018 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1002 | |
| r | 1002 | |
| l | 1000 | |
| . | 1000 | |
| m | 998 | |
| n | 998 | |
| a | 998 | |
| f | 6 | 0.1% |
| e | 4 | 0.1% |
| b | 2 | < 0.1% |
| Other values (4) | 8 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7018 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1002 | |
| r | 1002 | |
| l | 1000 | |
| . | 1000 | |
| m | 998 | |
| n | 998 | |
| a | 998 | |
| f | 6 | 0.1% |
| e | 4 | 0.1% |
| b | 2 | < 0.1% |
| Other values (4) | 8 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7018 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1002 | |
| r | 1002 | |
| l | 1000 | |
| . | 1000 | |
| m | 998 | |
| n | 998 | |
| a | 998 | |
| f | 6 | 0.1% |
| e | 4 | 0.1% |
| b | 2 | < 0.1% |
| Other values (4) | 8 | 0.1% |
Interactions
Correlations
| count | diff_srv_rate | dst_bytes | dst_host_count | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_same_srv_rate | dst_host_serror_rate | dst_host_srv_count | dst_host_srv_diff_host_rate | dst_host_srv_serror_rate | duration | hot | is_guest_login | logged_in | num_access_files | num_compromised | num_file_creations | outcome | protocol_type | root_shell | same_srv_rate | serror_rate | service | src_bytes | srv_count | srv_diff_host_rate | srv_serror_rate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 1.000 | 0.000 | 0.249 | 0.383 | -0.511 | -0.429 | 0.510 | 0.084 | 0.487 | -0.227 | 0.042 | -0.248 | -0.130 | 0.045 | 0.209 | 0.000 | 0.000 | 0.000 | 0.000 | 0.114 | 0.000 | 0.000 | 0.093 | 0.103 | -0.064 | 0.890 | -0.091 | 0.080 |
| diff_srv_rate | 0.000 | 1.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.278 | 0.000 | 0.086 | 0.277 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.425 | 0.000 | 0.000 | 0.000 | 0.000 |
| dst_bytes | 0.249 | 0.000 | 1.000 | 0.086 | -0.450 | -0.176 | 0.451 | 0.117 | 0.339 | -0.035 | 0.157 | -0.109 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | -0.036 | 0.191 | -0.137 | 0.052 |
| dst_host_count | 0.383 | 0.000 | 0.086 | 1.000 | -0.212 | -0.946 | 0.193 | 0.114 | 0.378 | -0.679 | 0.057 | -0.106 | -0.054 | 0.087 | 0.199 | 0.000 | 0.000 | 0.000 | 0.000 | 0.136 | 0.000 | 0.000 | 0.069 | 0.111 | -0.090 | 0.325 | 0.011 | 0.047 |
| dst_host_diff_srv_rate | -0.511 | 0.078 | -0.450 | -0.212 | 1.000 | 0.254 | -0.993 | -0.012 | -0.631 | 0.078 | 0.000 | 0.338 | 0.188 | 0.020 | 0.254 | 0.702 | 0.000 | 0.000 | 0.000 | 0.125 | 0.000 | 0.078 | -0.034 | 0.324 | 0.235 | -0.475 | 0.071 | -0.036 |
| dst_host_same_src_port_rate | -0.429 | 0.000 | -0.176 | -0.946 | 0.254 | 1.000 | -0.245 | -0.120 | -0.452 | 0.624 | 0.000 | 0.106 | 0.042 | 0.000 | 0.612 | 0.197 | 0.170 | 0.102 | 0.170 | 0.562 | 0.123 | 0.000 | -0.068 | 0.434 | -0.022 | -0.365 | 0.020 | -0.046 |
| dst_host_same_srv_rate | 0.510 | 0.278 | 0.451 | 0.193 | -0.993 | -0.245 | 1.000 | 0.010 | 0.636 | -0.066 | 0.173 | -0.355 | -0.214 | 0.488 | 0.576 | 0.318 | 0.000 | 0.163 | 0.000 | 0.398 | 0.000 | 0.278 | 0.034 | 0.447 | -0.209 | 0.475 | -0.069 | 0.036 |
| dst_host_serror_rate | 0.084 | 0.000 | 0.117 | 0.114 | -0.012 | -0.120 | 0.010 | 1.000 | 0.039 | -0.002 | 0.335 | -0.021 | -0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.278 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.035 | 0.083 | 0.066 | -0.067 | 0.086 |
| dst_host_srv_count | 0.487 | 0.086 | 0.339 | 0.378 | -0.631 | -0.452 | 0.636 | 0.039 | 1.000 | -0.108 | 0.107 | -0.310 | -0.223 | 0.292 | 0.581 | 0.149 | 0.154 | 0.124 | 0.154 | 0.375 | 0.107 | 0.086 | 0.054 | 0.338 | -0.052 | 0.449 | -0.058 | 0.058 |
| dst_host_srv_diff_host_rate | -0.227 | 0.277 | -0.035 | -0.679 | 0.078 | 0.624 | -0.066 | -0.002 | -0.108 | 1.000 | 0.223 | -0.033 | -0.050 | 0.000 | 0.315 | 0.000 | 0.997 | 0.742 | 0.997 | 0.101 | 0.813 | 0.277 | -0.042 | 0.491 | 0.045 | -0.169 | 0.039 | -0.028 |
| dst_host_srv_serror_rate | 0.042 | 0.000 | 0.157 | 0.057 | 0.000 | 0.000 | 0.173 | 0.335 | 0.107 | 0.223 | 1.000 | 0.704 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.706 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.349 | 0.000 | 0.118 | 0.030 | 0.076 |
| duration | -0.248 | 0.000 | -0.109 | -0.106 | 0.338 | 0.106 | -0.355 | -0.021 | -0.310 | -0.033 | 0.704 | 1.000 | 0.561 | 0.000 | 0.000 | 0.000 | 0.998 | 0.998 | 0.998 | 0.000 | 0.813 | 0.000 | -0.017 | 0.376 | 0.180 | -0.216 | 0.059 | -0.018 |
| hot | -0.130 | 0.000 | 0.024 | -0.054 | 0.188 | 0.042 | -0.214 | -0.031 | -0.223 | -0.050 | 0.000 | 0.561 | 1.000 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.011 | 0.398 | 0.119 | -0.138 | -0.063 | -0.012 |
| is_guest_login | 0.045 | 0.000 | 0.000 | 0.087 | 0.020 | 0.000 | 0.488 | 0.000 | 0.292 | 0.000 | 0.000 | 0.000 | 0.997 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.996 | 0.000 | 0.059 | 0.000 | 0.000 |
| logged_in | 0.209 | 0.000 | 0.000 | 0.199 | 0.254 | 0.612 | 0.576 | 0.000 | 0.581 | 0.315 | 0.039 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.916 | 0.000 | 0.000 | 0.000 | 0.987 | 0.000 | 0.215 | 0.233 | 0.000 |
| num_access_files | 0.000 | 0.000 | 0.000 | 0.000 | 0.702 | 0.197 | 0.318 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.093 | 0.000 |
| num_compromised | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.000 | 0.000 | 0.154 | 0.997 | 0.000 | 0.998 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.999 | 0.749 | 0.000 | 0.611 | 0.000 | 0.000 | 0.700 | 0.000 | 0.000 | 0.000 | 0.000 |
| num_file_creations | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.163 | 0.278 | 0.124 | 0.742 | 0.706 | 0.998 | 0.000 | 0.000 | 0.000 | 0.000 | 0.999 | 1.000 | 0.999 | 0.000 | 0.815 | 0.000 | 0.000 | 0.605 | 0.000 | 0.000 | 0.000 | 0.000 |
| outcome | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.000 | 0.000 | 0.154 | 0.997 | 0.000 | 0.998 | 0.000 | 0.000 | 0.000 | 0.000 | 0.749 | 0.999 | 1.000 | 0.000 | 0.611 | 0.000 | 0.000 | 0.700 | 0.000 | 0.000 | 0.000 | 0.000 |
| protocol_type | 0.114 | 0.000 | 0.000 | 0.136 | 0.125 | 0.562 | 0.398 | 0.000 | 0.375 | 0.101 | 0.000 | 0.000 | 0.000 | 0.000 | 0.916 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.996 | 0.000 | 0.118 | 0.230 | 0.000 |
| root_shell | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.123 | 0.000 | 0.000 | 0.107 | 0.813 | 0.000 | 0.813 | 0.000 | 0.000 | 0.000 | 0.000 | 0.611 | 0.815 | 0.611 | 0.000 | 1.000 | 0.000 | 0.000 | 0.568 | 0.000 | 0.000 | 0.000 | 0.000 |
| same_srv_rate | 0.000 | 1.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.278 | 0.000 | 0.086 | 0.277 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.425 | 0.000 | 0.000 | 0.000 | 0.000 |
| serror_rate | 0.093 | 0.000 | 0.038 | 0.069 | -0.034 | -0.068 | 0.034 | 0.094 | 0.054 | -0.042 | 0.066 | -0.017 | -0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | -0.046 | 0.079 | -0.056 | 0.936 |
| service | 0.103 | 0.425 | 0.000 | 0.111 | 0.324 | 0.434 | 0.447 | 0.035 | 0.338 | 0.491 | 0.349 | 0.376 | 0.398 | 0.996 | 0.987 | 0.025 | 0.700 | 0.605 | 0.700 | 0.996 | 0.568 | 0.425 | 0.000 | 1.000 | 0.186 | 0.112 | 0.193 | 0.000 |
| src_bytes | -0.064 | 0.000 | -0.036 | -0.090 | 0.235 | -0.022 | -0.209 | 0.083 | -0.052 | 0.045 | 0.000 | 0.180 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.046 | 0.186 | 1.000 | -0.083 | 0.010 | -0.033 |
| srv_count | 0.890 | 0.000 | 0.191 | 0.325 | -0.475 | -0.365 | 0.475 | 0.066 | 0.449 | -0.169 | 0.118 | -0.216 | -0.138 | 0.059 | 0.215 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.000 | 0.079 | 0.112 | -0.083 | 1.000 | 0.209 | 0.092 |
| srv_diff_host_rate | -0.091 | 0.000 | -0.137 | 0.011 | 0.071 | 0.020 | -0.069 | -0.067 | -0.058 | 0.039 | 0.030 | 0.059 | -0.063 | 0.000 | 0.233 | 0.093 | 0.000 | 0.000 | 0.000 | 0.230 | 0.000 | 0.000 | -0.056 | 0.193 | 0.010 | 0.209 | 1.000 | -0.044 |
| srv_serror_rate | 0.080 | 0.000 | 0.052 | 0.047 | -0.036 | -0.046 | 0.036 | 0.086 | 0.058 | -0.028 | 0.076 | -0.018 | -0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.936 | 0.000 | -0.033 | 0.092 | -0.044 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | outcome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | tcp | http | SF | 181 | 5450 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 9 | 9 | 1.0 | 0.0 | 0.11 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 1 | 0 | tcp | http | SF | 239 | 486 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 19 | 19 | 1.0 | 0.0 | 0.05 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 2 | 0 | tcp | http | SF | 235 | 1337 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 29 | 29 | 1.0 | 0.0 | 0.03 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 3 | 0 | tcp | http | SF | 219 | 1337 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 39 | 39 | 1.0 | 0.0 | 0.03 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 4 | 0 | tcp | http | SF | 217 | 2032 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 49 | 49 | 1.0 | 0.0 | 0.02 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 5 | 0 | tcp | http | SF | 217 | 2032 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 59 | 59 | 1.0 | 0.0 | 0.02 | 0.00 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 6 | 0 | tcp | http | SF | 212 | 1940 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1 | 69 | 1.0 | 0.0 | 1.00 | 0.04 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 7 | 0 | tcp | http | SF | 159 | 4087 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 11 | 79 | 1.0 | 0.0 | 0.09 | 0.04 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 8 | 0 | tcp | http | SF | 210 | 151 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 8 | 89 | 1.0 | 0.0 | 0.12 | 0.04 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 9 | 0 | tcp | http | SF | 212 | 786 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 8 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 8 | 99 | 1.0 | 0.0 | 0.12 | 0.05 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| duration | protocol_type | service | flag | src_bytes | dst_bytes | land | wrong_fragment | urgent | hot | num_failed_logins | logged_in | num_compromised | root_shell | su_attempted | num_root | num_file_creations | num_shells | num_access_files | num_outbound_cmds | is_host_login | is_guest_login | count | srv_count | serror_rate | srv_serror_rate | rerror_rate | srv_rerror_rate | same_srv_rate | diff_srv_rate | srv_diff_host_rate | dst_host_count | dst_host_srv_count | dst_host_same_srv_rate | dst_host_diff_srv_rate | dst_host_same_src_port_rate | dst_host_srv_diff_host_rate | dst_host_serror_rate | dst_host_srv_serror_rate | dst_host_rerror_rate | dst_host_srv_rerror_rate | outcome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0 | tcp | http | SF | 291 | 5657 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.00 | 7 | 167 | 1.0 | 0.0 | 0.14 | 0.10 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 991 | 0 | tcp | http | SF | 328 | 1433 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.00 | 6 | 177 | 1.0 | 0.0 | 0.17 | 0.10 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 992 | 0 | tcp | http | SF | 211 | 2101 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.00 | 16 | 187 | 1.0 | 0.0 | 0.06 | 0.09 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 993 | 0 | tcp | http | SF | 325 | 2452 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 3 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.67 | 26 | 197 | 1.0 | 0.0 | 0.04 | 0.09 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 994 | 0 | tcp | http | SF | 340 | 22965 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.00 | 36 | 207 | 1.0 | 0.0 | 0.03 | 0.08 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 995 | 0 | tcp | http | SF | 235 | 1028 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 10 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.00 | 10 | 217 | 1.0 | 0.0 | 0.10 | 0.08 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 996 | 0 | tcp | http | SF | 223 | 1275 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 20 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.00 | 20 | 227 | 1.0 | 0.0 | 0.05 | 0.08 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 997 | 0 | tcp | http | SF | 226 | 4006 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 4 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.75 | 30 | 237 | 1.0 | 0.0 | 0.03 | 0.08 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 998 | 0 | tcp | http | SF | 231 | 5283 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12 | 14 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.21 | 40 | 247 | 1.0 | 0.0 | 0.03 | 0.07 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |
| 999 | 0 | tcp | http | SF | 230 | 5558 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22 | 24 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.12 | 50 | 255 | 1.0 | 0.0 | 0.02 | 0.07 | 0.0 | 0.0 | 0.0 | 0.0 | normal. |